The report was generated using the JSEQ_scRNAseq single-cell analysis pipeline. For more information, please visit: https://github.com/jkubis96/JSEQ_scRNAseq


1 Analysis Configuration Parameters

Parameter Value
mt_per 25
scale_factor 1e+06
n_features 1500
c_res 0.5
heterogeneity var
mt_cssg FALSE
m_val 0.05
top_m 50
max_genes 1000
max_combine 1000
loss_val 0.05
s_factor 0.7
p_bin 0.1
drop TRUE
min_c 10

The parameters above were used during the current analysis.
If you need to apply different analysis conditions, modify the parameters in the configuration file.

Parameters description:

  • mt_per
    Maximum percentage of mitochondrial genes per cell.
    Default: 25%
  • down
    Lower threshold for the number of genes per cell.
    Default: NA (automatically computed if NA)
  • up
    Upper threshold for the number of genes per cell.
    Default: NA (automatically computed if NA)
  • scale_factor
    Scale factor used for data normalization.
  • n_features
    Number of variable features to detect for clustering.
  • c_res
    Clustering resolution — higher values produce more clusters.
  • heterogeneity
    Method for estimating cluster heterogeneity.
    Options: var (within-cluster variance), deg (deregulated gene profiles).
    Default: deg
  • mt_cssg
    Whether to include mitochondrial genes when creating subclasses and subtypes.
    Options: TRUE, FALSE.
    Default: FALSE
  • m_val
    Maximum p-value threshold for marker detection in advanced subtype analyses.
    Default: 0.05
  • top_m
    Maximum number of top markers used for naming clusters based on effect size metrics.
    Default: 50
  • max_genes
    Maximum number of input genes considered in cluster heterogeneity discovery.
    Default: 1000
  • max_combine
    Maximum number of initial combinations for each iteration during heterogeneity discovery.
    Default: 1000
  • loss_val
    Assigned value for potentially unclassified cells within a cluster.
  • s_factor
    Maximum split factor for gene occurrence in heterogeneity discovery (0.2–1).
    Default: 0.8
  • p_bin
    Minimum cell proportion required for population presence based on binomial test p-value.
    Default: 0.05
  • min_c
    Minimum cell proportion required for population presence as defined by the user (independent of binomial test).
    Default: 10
  • drop
    Boolean indicating whether to drop non-significant subtypes based on p_bin and min_c.
    Default: TRUE

The configuration file is available in the directory:
JSEQ_scRNAseq/requirements_file/config_file.conf

Additional configuration files for other analysis steps can also be found in:
JSEQ_scRNAseq/requirements_file

For more information, please visit:
https://github.com/jkubis96/JSEQ_scRNAseq



2 Cell content analysis

2.1 Read distribution across genomic features

2.2 Count (UMI) per barcode (cell)

2.3 Cell barcode knee plot

The above graph illustrates general trends and quality metrics at the initial stage of single-cell analysis; however, it does not represent the final number of detected cells.

2.4 Ratio of number of genes to counts

2.5 Number of genes and counts per cell

2.6 Percentage of ribosomal and mitochondrial genes [%]



3 Quality control of cell content

3.1 Genes per cell content & thresholds

3.2 Genes upper & lower thresholds per cell

3.3 Number of cells across different stages of analysis



4 Gene expression analysis across cells

4.1 Top highly variable genes in the dataset



5 Princilpe component selection

5.1 ElbowPlot - principal components cutoff

5.2 JackStrawPlot - PC significance



6 Cells clustering

6.1 UMAP clusters



7 Subclasses identification based on marker genes

7.1 PCA cisualization of subclasses

7.2 UMAP visualization of subclasses

7.3 Subclasses - cell composition


7.4 Subclasses markers - top 25


Top 25 merkers
genes pct_occurrence esm avg_logFC p_val cluster p_adj_bf p_adj_bh subclass
IGF2R 0.9539474 0.0540873 0.0165206 0.0001106 1 0.0027642 0.0027642 ChP TTR IGF2R
FDX1 0.7419355 3.5283414 4.4012933 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
ENSG00000226197 0.4193548 2.7745262 4.9025534 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
HS6ST3 0.8709677 2.7677446 3.1970849 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
GALC 0.3225806 2.6989635 5.6209667 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
TNFSF13B 0.3225806 2.6121097 5.4232500 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
LINC01440 0.4193548 2.5978984 4.7626107 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
CSNK2A2 0.2903226 2.5589734 5.7185360 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
ABCA12.var1 0.2258065 2.4775806 6.3501563 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
CYRIB 0.8387097 2.4485076 3.0722797 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
LINC02549 0.2580645 2.4364627 5.8718548 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
CXXC4-AS1 0.3548387 2.4333533 4.9119506 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
DLX2-DT 0.1612903 2.3843442 8.2667573 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
OFD1P13Y 0.1612903 2.3726237 8.2512824 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
CEP85L 0.6451613 2.3649722 3.4803808 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
ENSG00000288015 0.2580645 2.3638560 5.6055063 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
ENSG00000269179 0.2580645 2.3261818 5.5589187 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
ENSG00000260971 0.5483871 2.3130069 3.7492973 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
ENSG00000233365 0.3870968 2.2533810 4.2562675 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
ENSG00000285082 0.3870968 2.2258424 4.3510099 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
ARHGAP35 0.3225806 2.2140685 4.6972557 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
AGBL3 0.3548387 2.1429642 4.4118611 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
TM2D2 0.2580645 2.1240401 5.1885152 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
TXLNG 0.4516129 2.1146028 3.8425412 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
GP5 0.2258065 2.0623836 5.3424538 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
LINC00536.var1 0.4193548 2.0393988 3.7820223 0.0000000 2 0.0000000 0.0000000 STR FOXP1 HS6ST3
RPL23 0.4188034 0.3394978 0.7118312 0.0000942 0 0.0841594 0.0049506 STR FOXP1 RPL23
LUC7L3 0.1777778 0.3365833 1.4905761 0.0000013 0 0.0011516 0.0011516 STR FOXP1 RPL23
AP3B1 0.3658120 0.3363908 0.7924087 0.0000110 0 0.0098533 0.0028347 STR FOXP1 RPL23
ROBO1.var1 0.1384615 0.3190449 1.7213168 0.0000030 0 0.0026622 0.0013311 STR FOXP1 RPL23
RPS24 0.3692308 0.3088206 0.7109752 0.0003336 0 0.2979271 0.0093102 STR FOXP1 RPL23
MT-CO3 0.2444444 0.3012504 0.9846557 0.0000349 0 0.0311819 0.0028347 STR FOXP1 RPL23
PRRC2C 0.1572650 0.2926264 1.3521809 0.0000185 0 0.0165351 0.0028347 STR FOXP1 RPL23
NASP 0.1589744 0.2909276 1.3241751 0.0000285 0 0.0254607 0.0028347 STR FOXP1 RPL23
B2M 0.1504274 0.2883621 1.3715617 0.0000275 0 0.0245791 0.0028347 STR FOXP1 RPL23
ST13 0.1367521 0.2881139 1.4845244 0.0000256 0 0.0228876 0.0028347 STR FOXP1 RPL23
EIF4G3.var1 0.1025641 0.2848067 1.8667757 0.0000316 0 0.0282618 0.0028347 STR FOXP1 RPL23
PTBP2 0.0581197 0.2847811 3.7774195 0.0000280 0 0.0249693 0.0028347 STR FOXP1 RPL23
HNRNPA3 0.1435897 0.2836074 1.3912273 0.0000349 0 0.0311761 0.0028347 STR FOXP1 RPL23
CDK14 0.0666667 0.2776606 2.7966887 0.0000542 0 0.0484061 0.0037174 STR FOXP1 RPL23
RPS16 0.2957265 0.2767357 0.7557565 0.0004758 0 0.4248674 0.0096604 STR FOXP1 RPL23
RPL6 0.2888889 0.2765959 0.7699208 0.0004237 0 0.3783280 0.0096604 STR FOXP1 RPL23
EIF2S2 0.1059829 0.2751596 1.7159227 0.0000538 0 0.0480032 0.0037174 STR FOXP1 RPL23
RPL22 0.1846154 0.2746925 1.0884054 0.0000857 0 0.0765193 0.0049506 STR FOXP1 RPL23
EIF3A 0.1111111 0.2730421 1.6294544 0.0000583 0 0.0520433 0.0037174 STR FOXP1 RPL23
HSP90AA1 0.2666667 0.2729495 0.8070814 0.0003702 0 0.3306289 0.0095741 STR FOXP1 RPL23
SRSF11 0.1675214 0.2685152 1.1438286 0.0001100 0 0.0982601 0.0051716 STR FOXP1 RPL23
RPS23P8 0.1572650 0.2679360 1.1969605 0.0000919 0 0.0820856 0.0049506 STR FOXP1 RPL23
NEAT1 0.0752137 0.2661646 2.2268369 0.0001026 0 0.0916555 0.0050920 STR FOXP1 RPL23
CSMD1.var1 0.4085470 0.2631826 0.5362492 0.0055767 0 1.0000000 0.0281356 STR FOXP1 RPL23
KAZN 0.1145299 0.2612137 1.4804884 0.0001353 0 0.1207993 0.0057523 STR FOXP1 RPL23


7.5 Heatmap of cell subclasses - log(CPM + 1)

7.6 Heatmap of cell subclasses - scale(log(CPM + 1))




8 Subtypes identification based on CSSG genes

8.1 UMAP visualization


8.2 Subtypes - cell composition


8.3 Subtypes markers - top 25


Top 25 markers
genes pct_occurrence esm avg_logFC p_val subtype p_adj_bf p_adj_bh cluster
GPR180 0.1333333 2.8893966 8.1455773 0.0000000 ChP TTR IGF2R - ENSG00000254840 0.0000000 0.0000000 1
ENSG00000254840 1.0000000 1.8848751 2.0039013 0.0000000 ChP TTR IGF2R - ENSG00000254840 0.0000000 0.0000000 1
CSNK1G1 0.1333333 1.7989509 5.1050080 0.0000000 ChP TTR IGF2R - ENSG00000254840 0.0000000 0.0000000 1
CAB39L 0.1333333 1.7798741 5.0807119 0.0000000 ChP TTR IGF2R - ENSG00000254840 0.0000000 0.0000000 1
ZUP1 0.1333333 1.3157229 4.1028714 0.0000009 ChP TTR IGF2R - ENSG00000254840 0.0001779 0.0000356 1
CMTM7 0.1333333 1.2923480 3.9770029 0.0000041 ChP TTR IGF2R - ENSG00000254840 0.0008081 0.0001154 1
RNF128 0.1333333 1.2529046 3.8416586 0.0000138 ChP TTR IGF2R - ENSG00000254840 0.0027261 0.0003110 1
TXNL1 0.1333333 1.2473111 3.9164445 0.0000039 ChP TTR IGF2R - ENSG00000254840 0.0007621 0.0001154 1
FRY.var1 0.2000000 1.2370607 3.2290910 0.0000190 ChP TTR IGF2R - ENSG00000254840 0.0037524 0.0003752 1
LRRIQ3 0.1333333 1.2148574 3.7928480 0.0000142 ChP TTR IGF2R - ENSG00000254840 0.0027988 0.0003110 1
UPB1 0.1333333 1.1376402 3.5497698 0.0000906 ChP TTR IGF2R - ENSG00000254840 0.0178519 0.0016229 1
YY1 0.2000000 1.0649853 2.8948620 0.0001223 ChP TTR IGF2R - ENSG00000254840 0.0241000 0.0020083 1
ADARB2 0.1333333 0.9926377 3.2343223 0.0004072 ChP TTR IGF2R - ENSG00000254840 0.0802115 0.0056528 1
SPOP 0.1333333 0.9672556 3.2477237 0.0002362 ChP TTR IGF2R - ENSG00000254840 0.0465322 0.0035794 1
BZW1 0.2000000 0.9607999 2.6166660 0.0007637 ChP TTR IGF2R - ENSG00000254840 0.1504466 0.0085799 1
TMEM131 0.1333333 0.9516260 3.1236815 0.0007071 ChP TTR IGF2R - ENSG00000254840 0.1392941 0.0085799 1
ATF2 0.1333333 0.9407268 3.0607545 0.0010418 ChP TTR IGF2R - ENSG00000254840 0.2052330 0.0108017 1
JUN 0.1333333 0.9373107 3.1501707 0.0004304 ChP TTR IGF2R - ENSG00000254840 0.0847921 0.0056528 1
ENSG00000227017 0.1333333 0.9149808 2.9423864 0.0023741 ChP TTR IGF2R - ENSG00000254840 0.4677037 0.0196034 1
SDHB 0.1333333 0.9069707 3.0545274 0.0007840 ChP TTR IGF2R - ENSG00000254840 0.1544386 0.0085799 1
CAMK2N1 0.1333333 0.8824563 2.9717186 0.0012050 ChP TTR IGF2R - ENSG00000254840 0.2373903 0.0118695 1
BEND5 0.1333333 0.8673558 2.8678665 0.0024433 ChP TTR IGF2R - ENSG00000254840 0.4813328 0.0196034 1
SNRPC 0.1333333 0.8658298 2.8653560 0.0024085 ChP TTR IGF2R - ENSG00000254840 0.4744735 0.0196034 1
PCBP1-AS1 0.1333333 0.8437732 2.8286690 0.0024433 ChP TTR IGF2R - ENSG00000254840 0.4813320 0.0196034 1
HDAC9.var1 0.1333333 0.8379904 2.8194550 0.0025872 ChP TTR IGF2R - ENSG00000254840 0.5096873 0.0196034 1
MGP 0.1111111 2.3843778 7.8567669 0.0000000 ChP TTR IGF2R - RPL34 0.0000000 0.0000000 1
FHIP2A 0.1111111 1.9818110 6.1600882 0.0000000 ChP TTR IGF2R - RPL34 0.0000000 0.0000000 1
PTPRQ 0.1111111 1.9686292 6.1310803 0.0000000 ChP TTR IGF2R - RPL34 0.0000000 0.0000000 1
SIRT1 0.1111111 1.6987101 5.3608066 0.0000000 ChP TTR IGF2R - RPL34 0.0000000 0.0000000 1
RPL34 1.0000000 1.5894435 1.6877407 0.0000000 ChP TTR IGF2R - RPL34 0.0000000 0.0000000 1
USP39 0.1111111 1.5531106 4.9245202 0.0000000 ChP TTR IGF2R - RPL34 0.0000022 0.0000003 1
SS18L1 0.1111111 1.5043376 4.8565843 0.0000000 ChP TTR IGF2R - RPL34 0.0000023 0.0000003 1
RPL36A 0.1111111 1.4287331 4.5896742 0.0000002 ChP TTR IGF2R - RPL34 0.0000537 0.0000056 1
NDUFB10 0.1666667 1.4241148 3.9034590 0.0000002 ChP TTR IGF2R - RPL34 0.0000555 0.0000056 1
CMTM4 0.1111111 1.3952073 4.7031244 0.0000000 ChP TTR IGF2R - RPL34 0.0000027 0.0000003 1
ZNF692 0.1111111 1.2093348 4.1386761 0.0000016 ChP TTR IGF2R - RPL34 0.0005589 0.0000508 1
PPME1 0.1111111 1.1809257 3.9842381 0.0000088 ChP TTR IGF2R - RPL34 0.0030879 0.0002302 1
SNX13 0.1111111 1.1076193 3.8734507 0.0000090 ChP TTR IGF2R - RPL34 0.0031738 0.0002302 1
CDK2AP1 0.1666667 1.0860493 3.2594941 0.0000098 ChP TTR IGF2R - RPL34 0.0034536 0.0002302 1
HS3ST3B1 0.1111111 1.0857891 3.8423177 0.0000094 ChP TTR IGF2R - RPL34 0.0033070 0.0002302 1
CHRNA7 0.1111111 1.0570498 3.7050571 0.0000335 ChP TTR IGF2R - RPL34 0.0117424 0.0007339 1
CETN2 0.1111111 1.0306971 3.5797665 0.0000937 ChP TTR IGF2R - RPL34 0.0328877 0.0017667 1
C6orf89 0.1111111 1.0043122 3.5401963 0.0000979 ChP TTR IGF2R - RPL34 0.0343570 0.0017667 1
KDELR1 0.1111111 1.0014146 3.6146459 0.0000378 ChP TTR IGF2R - RPL34 0.0132569 0.0007798 1
LIPN 0.1111111 0.9959317 3.5275168 0.0001022 ChP TTR IGF2R - RPL34 0.0358881 0.0017667 1
NPM1P40 0.1666667 0.9609277 2.9317054 0.0001158 ChP TTR IGF2R - RPL34 0.0406345 0.0017667 1
CENPQ 0.1111111 0.9519134 3.3851490 0.0002461 ChP TTR IGF2R - RPL34 0.0863799 0.0034552 1
THUMPD2 0.1111111 0.9487024 3.4476532 0.0001068 ChP TTR IGF2R - RPL34 0.0374834 0.0017667 1
APIP 0.1111111 0.9328680 3.4229231 0.0001127 ChP TTR IGF2R - RPL34 0.0395717 0.0017667 1
EIF4E 0.1111111 0.9257984 3.2794802 0.0005042 ChP TTR IGF2R - RPL34 0.1769777 0.0061495 1
ZFPM2 1.0000000 1.0781341 0.9377347 0.0000000 ChP TTR IGF2R - ZFPM2 0.0000000 0.0000000 1
MAPK1 0.1451613 0.4848150 1.7517805 0.0004920 ChP TTR IGF2R - ZFPM2 0.0270620 0.0135310 1
ANP32B 0.1774194 0.2856443 0.8990002 0.0344229 ChP TTR IGF2R - ZFPM2 1.0000000 0.4733143 1
DOCK9 0.4838710 0.1892160 0.2968386 0.0302081 ChP TTR IGF2R - ZFPM2 1.0000000 0.4733143 1
CSMD1.var1 1.0000000 1.5953387 1.6815485 0.0000000 ChP TTR RPL23 - CSMD1.VAR1 0.0000000 0.0000000 0
SEL1L 0.1132075 0.6473031 2.7086885 0.0000068 ChP TTR RPL23 - CSMD1.VAR1 0.0017402 0.0007073 0
BNIP3 0.3962264 0.6370462 1.3499681 0.0000116 ChP TTR RPL23 - CSMD1.VAR1 0.0029622 0.0007406 0
RBM17 0.1509434 0.6348636 2.3018120 0.0000083 ChP TTR RPL23 - CSMD1.VAR1 0.0021220 0.0007073 0
STAG1 0.3396226 0.6198819 1.4006836 0.0000184 ChP TTR RPL23 - CSMD1.VAR1 0.0047045 0.0009409 0
PCDH7 0.1886792 0.5872316 1.9136632 0.0000279 ChP TTR RPL23 - CSMD1.VAR1 0.0071350 0.0011892 0
MARK1 0.1132075 0.5807822 2.4617912 0.0000331 ChP TTR RPL23 - CSMD1.VAR1 0.0084791 0.0012113 0
COPB1 0.1132075 0.5773638 2.4169203 0.0000558 ChP TTR RPL23 - CSMD1.VAR1 0.0142731 0.0016799 0
RUNX1T1 0.1509434 0.5666721 2.0638072 0.0000656 ChP TTR RPL23 - CSMD1.VAR1 0.0167987 0.0016799 0
FNDC3A 0.1132075 0.5630624 2.3164929 0.0001437 ChP TTR RPL23 - CSMD1.VAR1 0.0367884 0.0028147 0
KIAA1549 0.1132075 0.5629115 2.3803771 0.0000605 ChP TTR RPL23 - CSMD1.VAR1 0.0154896 0.0016799 0
VMP1 0.1320755 0.5573887 2.1457447 0.0001210 ChP TTR RPL23 - CSMD1.VAR1 0.0309827 0.0025819 0
ANKIB1 0.1320755 0.5522185 2.1559632 0.0000891 ChP TTR RPL23 - CSMD1.VAR1 0.0228024 0.0020729 0
MIR181A1HG 0.1132075 0.5377718 2.2539919 0.0001730 ChP TTR RPL23 - CSMD1.VAR1 0.0442818 0.0028147 0
MKLN1 0.1132075 0.5275883 2.2262919 0.0001854 ChP TTR RPL23 - CSMD1.VAR1 0.0474694 0.0028147 0
SPTBN1 0.1132075 0.5259471 2.1664861 0.0003875 ChP TTR RPL23 - CSMD1.VAR1 0.0991906 0.0045087 0
CDKAL1 0.1698113 0.5202583 1.7960073 0.0001900 ChP TTR RPL23 - CSMD1.VAR1 0.0486449 0.0028147 0
EPHA3 0.1132075 0.5192023 2.2030023 0.0001979 ChP TTR RPL23 - CSMD1.VAR1 0.0506653 0.0028147 0
FNBP1 0.1132075 0.5158257 2.1947901 0.0001885 ChP TTR RPL23 - CSMD1.VAR1 0.0482501 0.0028147 0
IL1RAPL1 0.1698113 0.5141702 1.7543459 0.0003000 ChP TTR RPL23 - CSMD1.VAR1 0.0768027 0.0038401 0
CNTNAP2.var1 0.1509434 0.5061265 1.8069205 0.0005935 ChP TTR RPL23 - CSMD1.VAR1 0.1519428 0.0063310 0
KMT2C 0.1320755 0.5055988 1.9989987 0.0002279 ChP TTR RPL23 - CSMD1.VAR1 0.0583337 0.0030702 0
PTPRA 0.1132075 0.5007140 2.1281488 0.0003264 ChP TTR RPL23 - CSMD1.VAR1 0.0835597 0.0039790 0
ENSG00000246225 0.2452830 0.4976900 1.3613815 0.0005231 ChP TTR RPL23 - CSMD1.VAR1 0.1339258 0.0058229 0
MDGA2.var1 0.1132075 0.4753738 2.0099691 0.0007032 ChP TTR RPL23 - CSMD1.VAR1 0.1800123 0.0072005 0
RPL11 1.0000000 1.6736367 1.8088070 0.0000000 ChP TTR RPL23 - RPL11 0.0000000 0.0000000 0
NACA 0.4333333 1.0189067 2.0354549 0.0000001 ChP TTR RPL23 - RPL11 0.0000274 0.0000137 0
PITPNM2 0.2333333 0.9684395 2.6890189 0.0000001 ChP TTR RPL23 - RPL11 0.0000510 0.0000164 0
RPL13AP7 0.1333333 0.9552865 3.4315854 0.0000002 ChP TTR RPL23 - RPL11 0.0000655 0.0000164 0
NUP50-DT 0.2333333 0.8979863 2.5036543 0.0000011 ChP TTR RPL23 - RPL11 0.0004522 0.0000904 0
TSPAN3 0.1333333 0.8744474 3.1140581 0.0000043 ChP TTR RPL23 - RPL11 0.0018136 0.0002504 0
DHX33 0.2000000 0.8679518 2.5590642 0.0000052 ChP TTR RPL23 - RPL11 0.0022151 0.0002504 0
COX5A 0.2666667 0.8487220 2.2007974 0.0000053 ChP TTR RPL23 - RPL11 0.0022538 0.0002504 0
TMEM50A 0.1666667 0.8480404 2.8227983 0.0000019 ChP TTR RPL23 - RPL11 0.0008116 0.0001353 0
QKI 0.2666667 0.8318895 2.1760841 0.0000064 ChP TTR RPL23 - RPL11 0.0026950 0.0002695 0
PHF6 0.1333333 0.8310980 2.9909797 0.0000099 ChP TTR RPL23 - RPL11 0.0042165 0.0003833 0
ATP5MF 0.2333333 0.7907743 2.1909762 0.0000276 ChP TTR RPL23 - RPL11 0.0117047 0.0009004 0
MDH2 0.1333333 0.7666886 2.8220692 0.0000255 ChP TTR RPL23 - RPL11 0.0108304 0.0009004 0
RPS23P8 0.3666667 0.7286280 1.5976122 0.0001010 ChP TTR RPL23 - RPL11 0.0428206 0.0029366 0
ENO2 0.2666667 0.7079328 1.8645927 0.0001312 ChP TTR RPL23 - RPL11 0.0556498 0.0034781 0
PSMD8 0.1333333 0.6949114 2.5697063 0.0001488 ChP TTR RPL23 - RPL11 0.0631123 0.0037125 0
PCLO 0.1333333 0.6927764 2.6008030 0.0001039 ChP TTR RPL23 - RPL11 0.0440488 0.0029366 0
DUT 0.1333333 0.6797791 2.5070896 0.0002437 ChP TTR RPL23 - RPL11 0.1033262 0.0057403 0
ENOX1.var1 0.1666667 0.6742637 2.2061384 0.0004250 ChP TTR RPL23 - RPL11 0.1801927 0.0081906 0
HSPA8 0.1666667 0.6713698 2.2380304 0.0002948 ChP TTR RPL23 - RPL11 0.1249826 0.0065780 0
LRRC7 0.1333333 0.6662351 2.4531143 0.0003554 ChP TTR RPL23 - RPL11 0.1506948 0.0075347 0
C1orf112 0.2666667 0.6639700 1.7222026 0.0004245 ChP TTR RPL23 - RPL11 0.1799825 0.0081906 0
DTL 0.3333333 0.6411620 1.5088204 0.0005879 ChP TTR RPL23 - RPL11 0.2492807 0.0099712 0
PEBP1 0.2000000 0.6351231 1.9559611 0.0004962 ChP TTR RPL23 - RPL11 0.2103713 0.0087655 0
CLSPN 0.1666667 0.6214645 2.0860112 0.0006980 ChP TTR RPL23 - RPL11 0.2959671 0.0113834 0
RPS24 1.0000000 1.7568192 1.9021533 0.0000000 ChP TTR RPL23 - RPS24 0.0000000 0.0000000 0
DKC1 0.1081081 1.1600442 4.6325150 0.0000000 ChP TTR RPL23 - RPS24 0.0000000 0.0000000 0
COG6 0.1081081 1.1429851 4.5965433 0.0000000 ChP TTR RPL23 - RPS24 0.0000000 0.0000000 0
S100Z 0.1081081 1.0064568 4.1288764 0.0000000 ChP TTR RPL23 - RPS24 0.0000003 0.0000001 0
ARHGEF26 0.1081081 1.0061030 3.9977867 0.0000000 ChP TTR RPL23 - RPS24 0.0000035 0.0000007 0
ENSG00000271860.var1 0.1891892 0.8960832 2.7537114 0.0000002 ChP TTR RPL23 - RPS24 0.0001073 0.0000179 0
PDPN 0.1081081 0.8736673 3.5190407 0.0000003 ChP TTR RPL23 - RPS24 0.0001698 0.0000212 0
QPRT 0.1351351 0.8213747 3.0903681 0.0000003 ChP TTR RPL23 - RPS24 0.0001443 0.0000206 0
KIAA1143 0.1081081 0.8125252 3.3061296 0.0000013 ChP TTR RPL23 - RPS24 0.0007419 0.0000742 0
ENSG00000244398 0.3513514 0.8111604 1.8446796 0.0000016 ChP TTR RPL23 - RPS24 0.0009275 0.0000843 0
DR1 0.1081081 0.8035574 3.3692082 0.0000004 ChP TTR RPL23 - RPS24 0.0002012 0.0000224 0
RPS21 0.4594595 0.7795979 1.4888182 0.0000070 ChP TTR RPL23 - RPS24 0.0040363 0.0003105 0
GCM1 0.1081081 0.7610035 3.1336544 0.0000045 ChP TTR RPL23 - RPS24 0.0025862 0.0002155 0
TEX41 0.1621622 0.7379529 2.4938303 0.0000121 ChP TTR RPL23 - RPS24 0.0069422 0.0004313 0
LGALS1 0.1351351 0.7336867 2.7354741 0.0000093 ChP TTR RPL23 - RPS24 0.0053516 0.0003823 0
NHSL1.var1 0.1081081 0.7165494 2.9741679 0.0000128 ChP TTR RPL23 - RPS24 0.0073327 0.0004313 0
STEAP1B 0.3513514 0.7142297 1.6515169 0.0000201 ChP TTR RPL23 - RPS24 0.0115314 0.0005256 0
RPL36 0.3513514 0.7119047 1.6348611 0.0000291 ChP TTR RPL23 - RPS24 0.0167237 0.0007152 0
PHF21A 0.1351351 0.7090233 2.6850475 0.0000103 ChP TTR RPL23 - RPS24 0.0059048 0.0003937 0
FAM222B 0.1081081 0.7035685 2.9441309 0.0000139 ChP TTR RPL23 - RPS24 0.0079963 0.0004442 0
STT3B 0.1351351 0.6945364 2.6186802 0.0000184 ChP TTR RPL23 - RPS24 0.0105346 0.0005256 0
ANKRD10 0.1081081 0.6916663 2.8688216 0.0000299 ChP TTR RPL23 - RPS24 0.0171648 0.0007152 0
RPS24P19 0.1351351 0.6877000 2.6044628 0.0000201 ChP TTR RPL23 - RPS24 0.0115627 0.0005256 0
PAXBP1 0.1081081 0.6844390 2.8466080 0.0000337 ChP TTR RPL23 - RPS24 0.0193632 0.0007649 0
UBE2I 0.1081081 0.6829187 2.7937262 0.0000671 ChP TTR RPL23 - RPS24 0.0385133 0.0012838 0
SLC12A2 1.0000000 1.8176362 1.9604651 0.0000000 ChP TTR RPL23 - SLC12A2 0.0000000 0.0000000 0
TBC1D12 0.1333333 1.2990346 4.3791048 0.0000000 ChP TTR RPL23 - SLC12A2 0.0000000 0.0000000 0
VPS35 0.1666667 0.9763496 3.0721931 0.0000005 ChP TTR RPL23 - SLC12A2 0.0000786 0.0000262 0
TOP2A 0.2000000 0.8729262 2.5450373 0.0000066 ChP TTR RPL23 - SLC12A2 0.0010269 0.0002567 0
RBMX2 0.1333333 0.7609099 2.7333064 0.0000729 ChP TTR RPL23 - SLC12A2 0.0113780 0.0017074 0
POLR2A 0.1333333 0.7487906 2.7129908 0.0000766 ChP TTR RPL23 - SLC12A2 0.0119518 0.0017074 0
PDIA4 0.1333333 0.6589221 2.4354955 0.0004113 ChP TTR RPL23 - SLC12A2 0.0641593 0.0080199 0
ENSG00000283674 0.1333333 0.6370362 2.3094566 0.0010536 ChP TTR RPL23 - SLC12A2 0.1643567 0.0182619 0
ECPAS 0.1666667 0.5576268 1.8475466 0.0032721 ChP TTR RPL23 - SLC12A2 0.5104551 0.0510455 0
XRN2 0.1333333 0.5462258 2.0251410 0.0036569 ChP TTR RPL23 - SLC12A2 0.5704737 0.0518612 0
SMYD3.var1 0.1333333 0.5129023 1.8953323 0.0075808 ChP TTR RPL23 - SLC12A2 1.0000000 0.0909697 0
ACP1 0.1333333 0.5121415 1.9107939 0.0064505 ChP TTR RPL23 - SLC12A2 1.0000000 0.0838571 0
NDUFB2 0.1333333 0.4906916 1.8099432 0.0110157 ChP TTR RPL23 - SLC12A2 1.0000000 0.1227459 0
SUZ12 1.0000000 0.4826870 0.2037839 0.0000683 ChP TTR RPL23 - SLC12A2 0.0106577 0.0017074 0
PPFIA2.var1 0.1333333 0.4674727 1.6986783 0.0211253 ChP TTR RPL23 - SLC12A2 1.0000000 0.1647771 0
TTC3 0.2333333 0.4631534 1.2858353 0.0136667 ChP TTR RPL23 - SLC12A2 1.0000000 0.1332504 0
ENSG00000285966 0.1333333 0.4582487 1.6748937 0.0197950 ChP TTR RPL23 - SLC12A2 1.0000000 0.1625274 0
NBEAL1 0.1333333 0.4509848 1.7020494 0.0148821 ChP TTR RPL23 - SLC12A2 1.0000000 0.1365649 0
POMP 0.1666667 0.4499903 1.4821430 0.0192281 ChP TTR RPL23 - SLC12A2 1.0000000 0.1625274 0
ANP32A 0.1666667 0.4370096 1.4351000 0.0234597 ChP TTR RPL23 - SLC12A2 1.0000000 0.1742724 0
CADPS 0.1333333 0.4313251 1.5611310 0.0338304 ChP TTR RPL23 - SLC12A2 1.0000000 0.2182337 0
NUP58 0.1333333 0.4285759 1.5921044 0.0267555 ChP TTR RPL23 - SLC12A2 1.0000000 0.1897211 0
RPL35A 0.4000000 0.4184521 0.8131979 0.0131339 ChP TTR RPL23 - SLC12A2 1.0000000 0.1332504 0
NDUFV3 0.1666667 0.4061827 1.3403509 0.0330126 ChP TTR RPL23 - SLC12A2 1.0000000 0.2182337 0
OLA1 0.1333333 0.3972895 1.4905963 0.0368592 ChP TTR RPL23 - SLC12A2 1.0000000 0.2182337 0
PTMA 1.0000000 1.4204306 1.3848064 0.0000000 CTX EMX2 IGF2R - PTMA 0.0000000 0.0000000 1
PTMAP2 0.2631579 0.8086082 2.0366163 0.0000041 CTX EMX2 IGF2R - PTMA 0.0003520 0.0001760 1
PTMAP5 0.2368421 0.7116370 1.8954491 0.0000591 CTX EMX2 IGF2R - PTMA 0.0050246 0.0016749 1
KCNQ5 0.1052632 0.6432330 2.6264594 0.0002659 CTX EMX2 IGF2R - PTMA 0.0225984 0.0056496 1
COA6 0.1315789 0.5633258 2.0755925 0.0014430 CTX EMX2 IGF2R - PTMA 0.1226571 0.0204429 1
SOS1 0.1315789 0.5608951 2.0683877 0.0013114 CTX EMX2 IGF2R - PTMA 0.1114668 0.0204429 1
PTMAP10 0.1315789 0.4191730 1.5356876 0.0204038 CTX EMX2 IGF2R - PTMA 1.0000000 0.1791059 1
SUCLG1 0.1052632 0.4155960 1.7196456 0.0210713 CTX EMX2 IGF2R - PTMA 1.0000000 0.1791059 1
RPL13 0.4473684 0.3939094 0.6905532 0.0054970 CTX EMX2 IGF2R - PTMA 0.4672421 0.0667489 1
TIAM1 0.1578947 0.3847372 1.3028334 0.0257923 CTX EMX2 IGF2R - PTMA 1.0000000 0.1993040 1
DKK2 0.1052632 0.3782043 1.5516771 0.0403461 CTX EMX2 IGF2R - PTMA 1.0000000 0.2857849 1
RPL13P12 0.2631579 0.3702930 0.9193894 0.0207868 CTX EMX2 IGF2R - PTMA 1.0000000 0.1791059 1
RPL23 1.0000000 1.6186067 1.6986114 0.0000000 CTX EMX2 RPL23 - RPL23 0.0000000 0.0000000 0
NIPBL 0.1481481 0.6780372 2.4020535 0.0000071 CTX EMX2 RPL23 - RPL23 0.0021046 0.0010523 0
IGF2BP3 0.1111111 0.5813170 2.5066313 0.0000212 CTX EMX2 RPL23 - RPL23 0.0063205 0.0021068 0
CCSER2 0.1296296 0.5485196 2.1110379 0.0002172 CTX EMX2 RPL23 - RPL23 0.0647389 0.0161847 0
TRIM24 0.1111111 0.4984520 2.1257751 0.0003761 CTX EMX2 RPL23 - RPL23 0.1120832 0.0199979 0
TRAF3 0.1111111 0.4876422 2.0966731 0.0004026 CTX EMX2 RPL23 - RPL23 0.1199871 0.0199979 0
NDUFA3 0.1111111 0.4743726 1.9855050 0.0011294 CTX EMX2 RPL23 - RPL23 0.3365568 0.0289492 0
PAFAH1B1 0.1666667 0.4705269 1.6466994 0.0006125 CTX EMX2 RPL23 - RPL23 0.1825228 0.0248024 0
NOP56 0.1481481 0.4691474 1.7062169 0.0009688 CTX EMX2 RPL23 - RPL23 0.2887172 0.0288717 0
LIFR 0.1111111 0.4669653 1.9449853 0.0015793 CTX EMX2 RPL23 - RPL23 0.4706245 0.0342562 0
ESF1 0.1111111 0.4592470 1.9692078 0.0009394 CTX EMX2 RPL23 - RPL23 0.2799319 0.0288717 0
ARIH1 0.1111111 0.4584423 1.9903798 0.0006658 CTX EMX2 RPL23 - RPL23 0.1984189 0.0248024 0
SEC61G 0.1481481 0.4515139 1.6643503 0.0011657 CTX EMX2 RPL23 - RPL23 0.3473898 0.0289492 0
ZC3H13 0.1481481 0.4392534 1.6208482 0.0016094 CTX EMX2 RPL23 - RPL23 0.4795866 0.0342562 0
SOX4 0.1666667 0.4245077 1.4410983 0.0031428 CTX EMX2 RPL23 - RPL23 0.9365549 0.0550915 0
ATG10 0.2592593 0.4223997 1.1353242 0.0025376 CTX EMX2 RPL23 - RPL23 0.7562083 0.0504139 0
TOP2B 0.1111111 0.4179944 1.7325757 0.0050672 CTX EMX2 RPL23 - RPL23 1.0000000 0.0686375 0
CBX1 0.1481481 0.3987444 1.4702821 0.0041654 CTX EMX2 RPL23 - RPL23 1.0000000 0.0653303 0
RPL35A 0.4074074 0.3940750 0.7871391 0.0097452 CTX EMX2 RPL23 - RPL23 1.0000000 0.0953516 0
NRDC 0.1111111 0.3913773 1.7135288 0.0029897 CTX EMX2 RPL23 - RPL23 0.8909286 0.0550915 0
BTF3 0.1851852 0.3887164 1.2796850 0.0047844 CTX EMX2 RPL23 - RPL23 1.0000000 0.0686375 0
TCF12 0.1111111 0.3885272 1.6864015 0.0039420 CTX EMX2 RPL23 - RPL23 1.0000000 0.0652613 0
PDZD2 0.1111111 0.3843175 1.6213572 0.0075648 CTX EMX2 RPL23 - RPL23 1.0000000 0.0867044 0
RSRC2 0.1296296 0.3834562 1.5015334 0.0065472 CTX EMX2 RPL23 - RPL23 1.0000000 0.0807785 0
TMEM258 0.1296296 0.3831081 1.5267397 0.0049085 CTX EMX2 RPL23 - RPL23 1.0000000 0.0686375 0
TRMT5 0.1333333 1.7973446 6.2698193 0.0000000 HIP LHX2 RPL23 - RPS6 0.0000000 0.0000000 0
RPS6 1.0000000 1.7705391 1.9090780 0.0000000 HIP LHX2 RPL23 - RPS6 0.0000000 0.0000000 0
SAMD4A 0.1333333 1.2136954 4.1182733 0.0000000 HIP LHX2 RPL23 - RPS6 0.0000003 0.0000001 0
ATP5F1E 0.5333333 1.0921300 1.9038518 0.0000000 HIP LHX2 RPL23 - RPS6 0.0000049 0.0000012 0
ZNF438 0.1333333 0.9890084 3.5597040 0.0000000 HIP LHX2 RPL23 - RPS6 0.0000172 0.0000034 0
NARS1 0.2000000 0.9137621 2.7502790 0.0000005 HIP LHX2 RPL23 - RPS6 0.0001945 0.0000324 0
ENSG00000260288 0.1333333 0.8435987 3.0091849 0.0000097 HIP LHX2 RPL23 - RPS6 0.0038335 0.0004792 0
SKA2 0.1666667 0.8263659 2.7190996 0.0000073 HIP LHX2 RPL23 - RPS6 0.0029012 0.0004145 0
PIWIL2 0.1333333 0.7831505 2.7758194 0.0000677 HIP LHX2 RPL23 - RPS6 0.0268887 0.0019206 0
USP10 0.1666667 0.7736813 2.5956486 0.0000151 HIP LHX2 RPL23 - RPS6 0.0060066 0.0006674 0
IDH2 0.1666667 0.7681109 2.4830307 0.0000626 HIP LHX2 RPL23 - RPS6 0.0248615 0.0019124 0
ARID4B 0.2666667 0.7561559 2.0018016 0.0000359 HIP LHX2 RPL23 - RPS6 0.0142345 0.0012940 0
SNRPB2 0.1333333 0.7443743 2.7798554 0.0000270 HIP LHX2 RPL23 - RPS6 0.0107106 0.0010711 0
TAPT1-AS1 0.1333333 0.7381974 2.6911363 0.0000776 HIP LHX2 RPL23 - RPS6 0.0307916 0.0020101 0
DNMT1 0.1333333 0.7370846 2.7244142 0.0000514 HIP LHX2 RPL23 - RPS6 0.0204225 0.0017019 0
CACNB4 0.1666667 0.7276800 2.3874938 0.0001082 HIP LHX2 RPL23 - RPS6 0.0429434 0.0022602 0
LUZP2 0.1666667 0.7271728 2.4100203 0.0000810 HIP LHX2 RPL23 - RPS6 0.0321620 0.0020101 0
ENSG00000213121 0.1333333 0.7105353 2.6341599 0.0001014 HIP LHX2 RPL23 - RPS6 0.0402587 0.0022366 0
EWSR1 0.1666667 0.7097197 2.3768792 0.0000888 HIP LHX2 RPL23 - RPS6 0.0352545 0.0020738 0
FDPS 0.1666667 0.7000193 2.3370336 0.0001330 HIP LHX2 RPL23 - RPS6 0.0528035 0.0026402 0
CACYBP 0.2000000 0.6960236 2.1246695 0.0001436 HIP LHX2 RPL23 - RPS6 0.0570241 0.0027154 0
BRD4 0.1333333 0.6736016 2.4672102 0.0003706 HIP LHX2 RPL23 - RPS6 0.1471295 0.0054858 0
BUB3 0.1333333 0.6701661 2.4881326 0.0002602 HIP LHX2 RPL23 - RPS6 0.1033119 0.0046960 0
GLG1 0.2333333 0.6660155 1.8660414 0.0004007 HIP LHX2 RPL23 - RPS6 0.1590869 0.0054858 0
ELMOD1 0.1666667 0.6656532 2.2085296 0.0003413 HIP LHX2 RPL23 - RPS6 0.1354876 0.0054858 0
LINC01483 0.1111111 2.0056458 6.2091391 0.0000000 STR DRD2 IGF2R - RPL21 0.0000000 0.0000000 1
GLYATL2 0.1111111 1.5164888 4.8843567 0.0000000 STR DRD2 IGF2R - RPL21 0.0000016 0.0000005 1
RPL21 1.0000000 1.4340278 1.4707920 0.0000000 STR DRD2 IGF2R - RPL21 0.0000000 0.0000000 1
PKP2 0.1111111 1.4243824 4.5747218 0.0000002 STR DRD2 IGF2R - RPL21 0.0000392 0.0000068 1
NLN 0.1111111 1.3263502 4.4477718 0.0000002 STR DRD2 IGF2R - RPL21 0.0000407 0.0000068 1
PABPC1P4 0.1111111 1.3104697 4.4158897 0.0000002 STR DRD2 IGF2R - RPL21 0.0000392 0.0000068 1
RPL21P28 0.4444444 1.2657843 2.3080558 0.0000003 STR DRD2 IGF2R - RPL21 0.0000727 0.0000104 1
LAMA2.var1 0.1111111 1.2231305 4.1619925 0.0000015 STR DRD2 IGF2R - RPL21 0.0003950 0.0000494 1
RPL21P4 0.2222222 1.1626867 3.0181007 0.0000036 STR DRD2 IGF2R - RPL21 0.0009193 0.0001021 1
TMEM248 0.1111111 1.1542120 3.9422960 0.0000086 STR DRD2 IGF2R - RPL21 0.0021910 0.0001983 1
WDR11 0.1111111 1.1334842 3.8186351 0.0000326 STR DRD2 IGF2R - RPL21 0.0083582 0.0005970 1
CCL2 0.1111111 1.1333888 3.9120920 0.0000083 STR DRD2 IGF2R - RPL21 0.0021316 0.0001983 1
VHL 0.1111111 1.1231099 3.8019638 0.0000319 STR DRD2 IGF2R - RPL21 0.0081569 0.0005970 1
C2orf42 0.1111111 1.1217634 3.8972257 0.0000093 STR DRD2 IGF2R - RPL21 0.0023792 0.0001983 1
MACO1 0.1666667 1.0328297 3.0700015 0.0000608 STR DRD2 IGF2R - RPL21 0.0155581 0.0009724 1
RNPC3 0.1111111 0.9536254 3.4584989 0.0001045 STR DRD2 IGF2R - RPL21 0.0267506 0.0015736 1
RPL21P16 0.4444444 0.9509813 1.7545350 0.0000503 STR DRD2 IGF2R - RPL21 0.0128811 0.0008587 1
ENSG00000224879 0.1666667 0.8920679 2.7055250 0.0005123 STR DRD2 IGF2R - RPL21 0.1311385 0.0066907 1
SREBF2 0.1111111 0.8902029 3.1627417 0.0008974 STR DRD2 IGF2R - RPL21 0.2297429 0.0107961 1
ENSG00000239470 0.2222222 0.8873759 2.3679345 0.0004251 STR DRD2 IGF2R - RPL21 0.1088152 0.0060453 1
ATP2B1 0.1111111 0.8856639 3.2154000 0.0005227 STR DRD2 IGF2R - RPL21 0.1338137 0.0066907 1
TNIK.var1 0.1666667 0.8355373 2.4987325 0.0020007 STR DRD2 IGF2R - RPL21 0.5121777 0.0204871 1
ENSG00000250075 0.1111111 0.8343335 3.0677462 0.0009914 STR DRD2 IGF2R - RPL21 0.2537906 0.0110344 1
CDKN2B-AS1 0.1111111 0.8333024 3.0613680 0.0009278 STR DRD2 IGF2R - RPL21 0.2375136 0.0107961 1
IFITM3 0.1111111 0.8238298 2.9051191 0.0037537 STR DRD2 IGF2R - RPL21 0.9609526 0.0300406 1
SLC26A3 1.0000000 1.5477911 1.5685017 0.0000000 STR FOXP1 IGF2R - SLC26A3 0.0000000 0.0000000 1
TTC3P1 0.1025641 0.5964286 2.4489768 0.0009084 STR FOXP1 IGF2R - SLC26A3 0.1153667 0.0384556 1
SGCB 0.1025641 0.5249779 2.1556983 0.0041368 STR FOXP1 IGF2R - SLC26A3 0.5253774 0.0707632 1
PLXNA2.var1 0.1538462 0.5078416 1.7160384 0.0039236 STR FOXP1 IGF2R - SLC26A3 0.4982968 0.0707632 1
ZNF407.var2 0.1282051 0.5048815 1.9055538 0.0032620 STR FOXP1 IGF2R - SLC26A3 0.4142794 0.0707632 1
ANAPC11 0.1025641 0.5024757 2.0994724 0.0044575 STR FOXP1 IGF2R - SLC26A3 0.5661056 0.0707632 1
ENSG00000223393 0.6153846 0.3906589 0.5132628 0.0016821 STR FOXP1 IGF2R - SLC26A3 0.2136263 0.0534066 1
ENSG00000289019 0.1025641 0.3821442 1.5955292 0.0340473 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.2882675 1
ATP5PD 0.1282051 0.3805460 1.4646677 0.0242287 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.2579799 1
RASGEF1B.var1 0.5897436 0.3781938 0.5070195 0.0002482 STR FOXP1 IGF2R - SLC26A3 0.0315184 0.0157592 1
SRSF2 0.1025641 0.3770130 1.5983840 0.0305085 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.2882675 1
RPS26 0.1794872 0.3693134 1.1551708 0.0329616 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.2882675 1
ADAMTSL1 0.1025641 0.3670947 1.5236328 0.0453593 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.3048129 1
COL6A3 0.2564103 0.3559689 0.8990929 0.0243761 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.2579799 1
ENSG00000196656 0.1025641 0.3515269 1.4940549 0.0430465 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.3048129 1
TRHDE.var1 0.2051282 0.3314263 0.9584112 0.0428890 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.3048129 1
LINGO1 0.9230769 0.1052789 0.0453372 0.0178095 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.2358084 1
MT-RNR2 0.7435897 0.0944167 0.0769107 0.0185676 STR FOXP1 IGF2R - SLC26A3 1.0000000 0.2358084 1
ENSG00000254840 1.0000000 1.7815634 1.9541909 0.0000000 STR FOXP1 RPL23 - ENSG00000254840 0.0000000 0.0000000 0
DCBLD2 0.1428571 1.4905196 4.4954759 0.0000000 STR FOXP1 RPL23 - ENSG00000254840 0.0000001 0.0000000 0
LMNA 0.1904762 1.4853961 4.1112987 0.0000000 STR FOXP1 RPL23 - ENSG00000254840 0.0000000 0.0000000 0
TAB2 0.1428571 1.1996374 3.8103015 0.0000002 STR FOXP1 RPL23 - ENSG00000254840 0.0000385 0.0000096 0
COL24A1.var1 0.2380952 1.1553175 2.9598197 0.0000005 STR FOXP1 RPL23 - ENSG00000254840 0.0001233 0.0000247 0
NUP160 0.1428571 1.0566329 3.5261933 0.0000009 STR FOXP1 RPL23 - ENSG00000254840 0.0001957 0.0000326 0
PRKRIP1 0.1428571 1.0338170 3.4300886 0.0000025 STR FOXP1 RPL23 - ENSG00000254840 0.0005652 0.0000807 0
MYLK3 0.1428571 1.0302526 3.3635662 0.0000063 STR FOXP1 RPL23 - ENSG00000254840 0.0014343 0.0001793 0
PIK3AP1 0.1428571 1.0141577 3.2897664 0.0000149 STR FOXP1 RPL23 - ENSG00000254840 0.0034037 0.0003404 0
SPTBN1 0.1904762 0.9385973 2.7716005 0.0000279 STR FOXP1 RPL23 - ENSG00000254840 0.0063660 0.0005787 0
CTCF 0.1428571 0.9345481 3.1192917 0.0000324 STR FOXP1 RPL23 - ENSG00000254840 0.0073876 0.0006156 0
EYS.var1 0.2857143 0.9253376 2.2178189 0.0000467 STR FOXP1 RPL23 - ENSG00000254840 0.0106557 0.0008197 0
EPB41 0.1428571 0.8958566 3.1569075 0.0000078 STR FOXP1 RPL23 - ENSG00000254840 0.0017780 0.0001976 0
SORBS2 0.1428571 0.8641552 2.9170492 0.0001238 STR FOXP1 RPL23 - ENSG00000254840 0.0282240 0.0018726 0
PSMD7-DT 0.2380952 0.8633252 2.3038375 0.0001245 STR FOXP1 RPL23 - ENSG00000254840 0.0283813 0.0018726 0
KPNA3 0.1428571 0.8416777 2.8818498 0.0001314 STR FOXP1 RPL23 - ENSG00000254840 0.0299619 0.0018726 0
LRRC3B 0.1904762 0.8216409 2.4316440 0.0003090 STR FOXP1 RPL23 - ENSG00000254840 0.0704439 0.0039135 0
KMT2C 0.1904762 0.8048580 2.4473609 0.0002324 STR FOXP1 RPL23 - ENSG00000254840 0.0529823 0.0031166 0
LRWD1 0.1428571 0.7793998 2.6673469 0.0005373 STR FOXP1 RPL23 - ENSG00000254840 0.1224948 0.0063352 0
EXOC1 0.1428571 0.7717325 2.6539994 0.0005687 STR FOXP1 RPL23 - ENSG00000254840 0.1296633 0.0063352 0
TPR 0.2857143 0.7632643 1.8748049 0.0007546 STR FOXP1 RPL23 - ENSG00000254840 0.1720545 0.0074806 0
PPP2R2B 0.3333333 0.7572407 1.7073110 0.0006493 STR FOXP1 RPL23 - ENSG00000254840 0.1480512 0.0067296 0
HPF1 0.1428571 0.7555134 2.5611053 0.0011036 STR FOXP1 RPL23 - ENSG00000254840 0.2516220 0.0096778 0
PROCR 0.2857143 0.7497020 1.8809535 0.0005835 STR FOXP1 RPL23 - ENSG00000254840 0.1330394 0.0063352 0
KANSL1 0.1428571 0.7488258 2.5785915 0.0008409 STR FOXP1 RPL23 - ENSG00000254840 0.1917269 0.0077152 0
PTMA 1.0000000 1.3729482 1.3771211 0.0000000 STR FOXP1 RPL23 - PTMA 0.0000000 0.0000000 0
PTMAP2 0.2923077 0.8718929 2.2459761 0.0000000 STR FOXP1 RPL23 - PTMA 0.0000000 0.0000000 0
PTMAP5 0.2615385 0.7471840 2.0490370 0.0000000 STR FOXP1 RPL23 - PTMA 0.0000044 0.0000015 0
WNT3 0.1076923 0.5991627 2.6733241 0.0000026 STR FOXP1 RPL23 - PTMA 0.0010235 0.0002559 0
A2MP1 0.1230769 0.5890189 2.4204299 0.0000067 STR FOXP1 RPL23 - PTMA 0.0026444 0.0005289 0
FOXJ3 0.1230769 0.5540967 2.2992514 0.0000131 STR FOXP1 RPL23 - PTMA 0.0052005 0.0007429 0
ZMYND8 0.1384615 0.5526624 2.1668465 0.0000114 STR FOXP1 RPL23 - PTMA 0.0044984 0.0007429 0
DNAH8 0.1076923 0.5426213 2.4299908 0.0000159 STR FOXP1 RPL23 - PTMA 0.0062937 0.0007867 0
TCHH 0.1230769 0.5224401 2.1858993 0.0000283 STR FOXP1 RPL23 - PTMA 0.0112216 0.0012468 0
LINC00632 0.1230769 0.4857756 2.0382444 0.0000842 STR FOXP1 RPL23 - PTMA 0.0333619 0.0033362 0
ENSG00000237550 0.2307692 0.4800196 1.3972047 0.0002160 STR FOXP1 RPL23 - PTMA 0.0855496 0.0065807 0
PTPN12 0.1076923 0.4790578 2.1462521 0.0001179 STR FOXP1 RPL23 - PTMA 0.0467009 0.0042455 0
DNAJC6 0.1076923 0.4763352 2.0586750 0.0003782 STR FOXP1 RPL23 - PTMA 0.1497643 0.0093603 0
SRRM2 0.1384615 0.4699321 1.8152394 0.0002523 STR FOXP1 RPL23 - PTMA 0.0998995 0.0071357 0
PEBP1 0.1538462 0.4696621 1.7092612 0.0002759 STR FOXP1 RPL23 - PTMA 0.1092473 0.0072832 0
SERBP1P5 0.1076923 0.4695473 2.0910616 0.0001839 STR FOXP1 RPL23 - PTMA 0.0728367 0.0060697 0
NAP1L1 0.3384615 0.4457909 1.0224063 0.0007385 STR FOXP1 RPL23 - PTMA 0.2924297 0.0153910 0
MTDH 0.1230769 0.4408325 1.7731962 0.0010293 STR FOXP1 RPL23 - PTMA 0.4076009 0.0194096 0
ACAP2 0.1230769 0.4362589 1.8128918 0.0005157 STR FOXP1 RPL23 - PTMA 0.2042243 0.0120132 0
CNBD1.var1 0.1384615 0.4305688 1.6649870 0.0007252 STR FOXP1 RPL23 - PTMA 0.2871880 0.0153910 0
C1orf43 0.1384615 0.4189919 1.6351557 0.0008011 STR FOXP1 RPL23 - PTMA 0.3172239 0.0158612 0
APOO 0.1384615 0.4140956 1.5672362 0.0018033 STR FOXP1 RPL23 - PTMA 0.7141125 0.0300381 0
PTMAP10 0.1384615 0.4126053 1.5767382 0.0015380 STR FOXP1 RPL23 - PTMA 0.6090331 0.0276833 0
GPHN 0.1538462 0.4066420 1.4472219 0.0022684 STR FOXP1 RPL23 - PTMA 0.8982728 0.0359309 0
RPS3A 0.3230769 0.4040821 0.9444482 0.0018205 STR FOXP1 RPL23 - PTMA 0.7209150 0.0300381 0
RPL13A 1.0000000 1.7560132 1.8779479 0.0000000 STR FOXP1 RPL23 - RPL13A 0.0000000 0.0000000 0
RPL13AP5 0.6818182 1.6878073 2.4029302 0.0000000 STR FOXP1 RPL23 - RPL13A 0.0000000 0.0000000 0
ENTPD4 0.1363636 1.4763050 4.6572860 0.0000000 STR FOXP1 RPL23 - RPL13A 0.0000000 0.0000000 0
TSG101 0.1818182 1.3338523 3.8108416 0.0000000 STR FOXP1 RPL23 - RPL13A 0.0000004 0.0000001 0
GATAD2A 0.1363636 1.2662882 4.0979868 0.0000000 STR FOXP1 RPL23 - RPL13A 0.0000030 0.0000006 0
AASDH 0.1363636 1.1178791 3.7093040 0.0000004 STR FOXP1 RPL23 - RPL13A 0.0001008 0.0000168 0
ABCD3 0.1363636 1.1087835 3.6214921 0.0000012 STR FOXP1 RPL23 - RPL13A 0.0003282 0.0000410 0
ENSG00000285697 0.1818182 1.0873334 3.1873564 0.0000010 STR FOXP1 RPL23 - RPL13A 0.0002823 0.0000403 0
HIVEP2.var1 0.2272727 0.9643046 2.5870879 0.0000176 STR FOXP1 RPL23 - RPL13A 0.0047981 0.0004362 0
SLC35F3 0.2272727 0.9548607 2.6148928 0.0000098 STR FOXP1 RPL23 - RPL13A 0.0026871 0.0002986 0
ATP5PF 0.3636364 0.9266093 1.9431872 0.0000331 STR FOXP1 RPL23 - RPL13A 0.0090244 0.0006942 0
PLEKHA5 0.1818182 0.9257880 2.8493446 0.0000111 STR FOXP1 RPL23 - RPL13A 0.0030274 0.0003027 0
RREB1 0.1363636 0.9253132 3.1612431 0.0000268 STR FOXP1 RPL23 - RPL13A 0.0073046 0.0006087 0
ITFG1.var1 0.1363636 0.8990465 2.9850676 0.0001652 STR FOXP1 RPL23 - RPL13A 0.0451124 0.0025062 0
CCDC91 0.1363636 0.8541034 2.9938095 0.0000628 STR FOXP1 RPL23 - RPL13A 0.0171479 0.0011805 0
ENSG00000232053 0.1363636 0.8521492 2.9891533 0.0000649 STR FOXP1 RPL23 - RPL13A 0.0177082 0.0011805 0
RPL13AP20 0.2272727 0.8493009 2.3350638 0.0001108 STR FOXP1 RPL23 - RPL13A 0.0302556 0.0018910 0
OCIAD1 0.1818182 0.8309148 2.5635843 0.0001222 STR FOXP1 RPL23 - RPL13A 0.0333495 0.0019617 0
WNT3 0.1363636 0.8016759 2.7817455 0.0003176 STR FOXP1 RPL23 - RPL13A 0.0867031 0.0041287 0
SEMA4D 0.2272727 0.7996210 2.2134232 0.0002343 STR FOXP1 RPL23 - RPL13A 0.0639559 0.0032651 0
PSMB3 0.1363636 0.7947185 2.6985329 0.0007015 STR FOXP1 RPL23 - RPL13A 0.1915125 0.0083266 0
HSPA8 0.1818182 0.7888251 2.4024769 0.0003609 STR FOXP1 RPL23 - RPL13A 0.0985143 0.0044779 0
PEX14 0.1363636 0.7597677 2.7435649 0.0002392 STR FOXP1 RPL23 - RPL13A 0.0653024 0.0032651 0
CRISPLD1 0.1363636 0.7570406 2.6328270 0.0007823 STR FOXP1 RPL23 - RPL13A 0.2135569 0.0088982 0
KPNB1 0.2272727 0.7342854 2.0199509 0.0009009 STR FOXP1 RPL23 - RPL13A 0.2459419 0.0098377 0
RPL37A 1.0000000 1.7116039 1.8639123 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000000 0.0000000 0
TCF7L1 0.1071429 1.5701321 5.8948459 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000000 0.0000000 0
KBTBD11 0.1071429 1.3872527 5.1594566 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000000 0.0000000 0
ESF1 0.2500000 1.2884179 3.2830542 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000000 0.0000000 0
TMEM163 0.1071429 1.2614888 4.6718722 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000002 0.0000000 0
ATAD2B 0.1428571 1.1781491 3.9261665 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000010 0.0000002 0
ILRUN 0.1071429 1.0960154 4.2168417 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000057 0.0000008 0
GTF2H5 0.1428571 1.0857923 3.6227522 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000296 0.0000033 0
LAMB1 0.1428571 1.0811428 3.6840103 0.0000000 STR FOXP1 RPL23 - RPL37A 0.0000074 0.0000009 0
PHF14 0.2142857 1.0023575 2.8694887 0.0000001 STR FOXP1 RPL23 - RPL37A 0.0000913 0.0000083 0
CSRP2 0.1428571 0.9964317 3.4087438 0.0000002 STR FOXP1 RPL23 - RPL37A 0.0001304 0.0000109 0
RANGAP1 0.1071429 0.9807866 3.8611770 0.0000001 STR FOXP1 RPL23 - RPL37A 0.0000775 0.0000077 0
TMEM192 0.1071429 0.9570040 3.6264249 0.0000029 STR FOXP1 RPL23 - RPL37A 0.0020896 0.0001150 0
GAS7 0.2142857 0.9471684 2.7358546 0.0000005 STR FOXP1 RPL23 - RPL37A 0.0003631 0.0000279 0
LINC02250 0.1071429 0.9314267 3.6634994 0.0000007 STR FOXP1 RPL23 - RPL37A 0.0005165 0.0000369 0
SMC1A 0.1071429 0.9218036 3.5524576 0.0000031 STR FOXP1 RPL23 - RPL37A 0.0022239 0.0001150 0
TUBBP9 0.1071429 0.9083920 3.6209425 0.0000008 STR FOXP1 RPL23 - RPL37A 0.0005535 0.0000369 0
C1orf35 0.1071429 0.8884300 3.4872337 0.0000034 STR FOXP1 RPL23 - RPL37A 0.0024160 0.0001150 0
RIMKLB 0.1071429 0.8868709 3.4966289 0.0000033 STR FOXP1 RPL23 - RPL37A 0.0023180 0.0001150 0
ENSG00000243176 0.2857143 0.8788749 2.2225434 0.0000032 STR FOXP1 RPL23 - RPL37A 0.0023123 0.0001150 0
SUCNR1 0.1428571 0.8758331 3.0505392 0.0000043 STR FOXP1 RPL23 - RPL37A 0.0030479 0.0001270 0
SLC22A15 0.1428571 0.8669925 3.0348205 0.0000041 STR FOXP1 RPL23 - RPL37A 0.0029531 0.0001270 0
COPZ1 0.1071429 0.8642884 3.4432583 0.0000036 STR FOXP1 RPL23 - RPL37A 0.0025704 0.0001168 0
MTHFD1L 0.2142857 0.8620196 2.4961193 0.0000056 STR FOXP1 RPL23 - RPL37A 0.0040196 0.0001546 0
ENSG00000258526.var1 0.1071429 0.8620167 3.4423301 0.0000033 STR FOXP1 RPL23 - RPL37A 0.0023665 0.0001150 0
LRIG2-DT 0.1200000 1.7882770 6.1020103 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000000 0.0000000 0
TLK1 1.0000000 1.6681626 1.8198656 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000000 0.0000000 0
ENSG00000237527 0.1200000 1.5696453 5.3291863 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000000 0.0000000 0
KLHL28 0.1200000 1.3552012 4.5662400 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000003 0.0000001 0
ST13P4 0.1200000 1.2580662 4.2823663 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000047 0.0000006 0
SORBS2 0.2000000 1.2449057 3.5283927 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000004 0.0000001 0
UBE2D3 0.2000000 1.1818529 3.3536660 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000039 0.0000006 0
ENSG00000256995 0.2000000 1.1664812 3.3755771 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000016 0.0000003 0
PIP4K2A 0.2000000 1.1268285 3.2406583 0.0000000 STR FOXP1 RPL23 - TLK1 0.0000108 0.0000012 0
LINC02343 0.1200000 1.1158227 3.9397871 0.0000001 STR FOXP1 RPL23 - TLK1 0.0000512 0.0000045 0
TATDN3 0.1200000 1.1006335 3.8177919 0.0000005 STR FOXP1 RPL23 - TLK1 0.0002386 0.0000159 0
EPB41L1 0.1200000 1.0706844 3.7752920 0.0000006 STR FOXP1 RPL23 - TLK1 0.0002746 0.0000162 0
PRKAG2 0.1200000 1.0653608 3.8504493 0.0000001 STR FOXP1 RPL23 - TLK1 0.0000554 0.0000045 0
CNOT1 0.1200000 1.0611700 3.7519831 0.0000006 STR FOXP1 RPL23 - TLK1 0.0002620 0.0000162 0
OR11H2 0.1600000 1.0570216 3.3561015 0.0000002 STR FOXP1 RPL23 - TLK1 0.0001166 0.0000083 0
VKORC1L1 0.1200000 1.0409131 3.8094424 0.0000001 STR FOXP1 RPL23 - TLK1 0.0000569 0.0000045 0
ONECUT1 0.1200000 1.0198297 3.6838926 0.0000007 STR FOXP1 RPL23 - TLK1 0.0003085 0.0000171 0
ATP6V1A 0.1200000 1.0173068 3.7708345 0.0000001 STR FOXP1 RPL23 - TLK1 0.0000584 0.0000045 0
ZNF578 0.1200000 0.9894598 3.5520261 0.0000025 STR FOXP1 RPL23 - TLK1 0.0011847 0.0000614 0
TMEM161B-DT 0.1200000 0.9726458 3.4537675 0.0000076 STR FOXP1 RPL23 - TLK1 0.0035777 0.0001498 0
HECTD4 0.1200000 0.9685845 3.5135931 0.0000027 STR FOXP1 RPL23 - TLK1 0.0012888 0.0000614 0
KIAA1586 0.1200000 0.9472580 3.4801908 0.0000026 STR FOXP1 RPL23 - TLK1 0.0012357 0.0000614 0
KCNQ1OT1 0.2400000 0.9266938 2.4459362 0.0000091 STR FOXP1 RPL23 - TLK1 0.0043170 0.0001660 0
NUFIP2 0.1600000 0.9229965 2.9739892 0.0000076 STR FOXP1 RPL23 - TLK1 0.0035941 0.0001498 0
BMPR2 0.2000000 0.9182334 2.7201292 0.0000045 STR FOXP1 RPL23 - TLK1 0.0021064 0.0000957 0
ZFPM2 1.0000000 1.2536938 1.0975092 0.0000000 STR FOXP1 RPL23 - ZFPM2 0.0000000 0.0000000 0
BCL11B 0.2071006 0.2996150 0.9485361 0.0006175 STR FOXP1 RPL23 - ZFPM2 0.1617953 0.0808976 0
USP48 0.1005917 0.2850558 1.3864460 0.0010748 STR FOXP1 RPL23 - ZFPM2 0.2815994 0.0894229 0
TMEM266 0.2307692 0.2786449 0.8183778 0.0014381 STR FOXP1 RPL23 - ZFPM2 0.3767908 0.0894229 0
RBFOX1.var1 0.1242604 0.2626207 1.1358459 0.0017065 STR FOXP1 RPL23 - ZFPM2 0.4471147 0.0894229 0
ENSG00000217702 0.2366864 0.2553546 0.7304858 0.0037519 STR FOXP1 RPL23 - ZFPM2 0.9829961 0.1561084 0
LYPD4 0.1005917 0.2401480 1.1500764 0.0050086 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1561084 0
STEAP1B 0.1775148 0.2397760 0.8177782 0.0053625 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1561084 0
KAZN 0.1479290 0.2384171 0.9128781 0.0051404 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1561084 0
TENM2.var1 0.2366864 0.2312777 0.6617316 0.0087801 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1651498 0
FTL 0.3431953 0.2311026 0.5114720 0.0131324 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1810883 0
CDRT15P6 0.1005917 0.2250759 1.0684143 0.0088248 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1651498 0
MT-ND3 0.1479290 0.2244398 0.8550185 0.0086462 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1651498 0
CAMTA1.var1 0.1242604 0.2237538 0.9516402 0.0075828 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1651498 0
SERBP1 0.2721893 0.2229053 0.5774906 0.0110312 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1810883 0
PPIA 0.2130178 0.2192205 0.6564709 0.0122749 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1810883 0
RPS18 0.3609467 0.2181342 0.4606398 0.0211227 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.2222921 0
COL6A3 0.2248521 0.2178900 0.6479139 0.0149320 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1956096 0
UQCRB 0.2011834 0.2161879 0.6773442 0.0130119 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1810883 0
CALD1 0.1005917 0.2139806 1.0127139 0.0123267 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1810883 0
UBE2E2.var1 0.2781065 0.2048535 0.5202639 0.0212111 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.2222921 0
DUXAP10 0.1183432 0.2043474 0.8860536 0.0156956 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1958215 0
ENSG00000223393 0.5384615 0.2026447 0.2955718 0.0078820 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.1651498 0
TRHDE.var1 0.1715976 0.2014543 0.6936740 0.0203359 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.2222921 0
CENPF 0.1538462 0.2008454 0.7349239 0.0197785 STR FOXP1 RPL23 - ZFPM2 1.0000000 0.2222921 0
LIN9 0.1428571 2.1148909 5.6241994 0.0000000 Unknow IGF2R - AP3B1 0.0000000 0.0000000 1
AP3B1 1.0000000 1.6515437 1.8146178 0.0000000 Unknow IGF2R - AP3B1 0.0000000 0.0000000 1
SMIM21 0.2857143 1.6078167 3.4416402 0.0000000 Unknow IGF2R - AP3B1 0.0000093 0.0000023 1
STAT5B 0.1428571 1.5936683 4.5161003 0.0000000 Unknow IGF2R - AP3B1 0.0000062 0.0000021 1
SLC25A29 0.1428571 1.4738538 4.2689202 0.0000003 Unknow IGF2R - AP3B1 0.0000541 0.0000108 1
BUB1B 0.1428571 1.3997041 4.0831095 0.0000014 Unknow IGF2R - AP3B1 0.0002764 0.0000338 1
CEACAM22P 0.1428571 1.3891096 4.0715320 0.0000016 Unknow IGF2R - AP3B1 0.0003038 0.0000338 1
EFCAB2 0.1428571 1.3776571 4.0577417 0.0000015 Unknow IGF2R - AP3B1 0.0002944 0.0000338 1
DPY19L4 0.1428571 1.3634147 4.0407281 0.0000015 Unknow IGF2R - AP3B1 0.0002808 0.0000338 1
PTGR1 0.1428571 1.2967678 3.8773075 0.0000060 Unknow IGF2R - AP3B1 0.0011476 0.0001148 1
GADL1 0.1428571 1.2740683 3.8477799 0.0000067 Unknow IGF2R - AP3B1 0.0012848 0.0001168 1
CADPS 0.2857143 1.2574588 2.7604050 0.0000337 Unknow IGF2R - AP3B1 0.0064272 0.0004944 1
TSPAN8 0.1428571 1.2514978 3.7429361 0.0000174 Unknow IGF2R - AP3B1 0.0033325 0.0002777 1
MAPRE2 0.1428571 1.2238000 3.6491983 0.0000479 Unknow IGF2R - AP3B1 0.0091462 0.0005380 1
PSMC5 0.1428571 1.2192448 3.6412549 0.0000457 Unknow IGF2R - AP3B1 0.0087267 0.0005380 1
IP6K1 0.1428571 1.2035870 3.5606394 0.0000991 Unknow IGF2R - AP3B1 0.0189245 0.0009826 1
NAA35 0.1428571 1.2030861 3.6198989 0.0000446 Unknow IGF2R - AP3B1 0.0085238 0.0005380 1
IARS1 0.2142857 1.1552137 3.0257073 0.0000431 Unknow IGF2R - AP3B1 0.0082370 0.0005380 1
COPS8 0.1428571 1.1439440 3.4844811 0.0001057 Unknow IGF2R - AP3B1 0.0201938 0.0009826 1
CRYBB2P1 0.1428571 1.1328198 3.4671958 0.0001057 Unknow IGF2R - AP3B1 0.0201938 0.0009826 1
SEC62 0.2142857 1.1093327 2.8905589 0.0001299 Unknow IGF2R - AP3B1 0.0248056 0.0011275 1
PPP1R10 0.1428571 1.1051522 3.4296750 0.0001080 Unknow IGF2R - AP3B1 0.0206344 0.0009826 1
TRIM71 0.3571429 1.0928400 2.2167664 0.0001396 Unknow IGF2R - AP3B1 0.0266620 0.0011592 1
PSD3.var1 0.1428571 1.0528935 3.3060424 0.0002132 Unknow IGF2R - AP3B1 0.0407220 0.0016968 1
ENSG00000253553 0.1428571 1.0264021 3.1741463 0.0006143 Unknow IGF2R - AP3B1 0.1173378 0.0046935 1
DRAM2 0.1666667 2.0202572 5.3415905 0.0000000 Unknow IGF2R - RPL23 0.0000000 0.0000000 1
SF3A1 0.1111111 1.6386834 5.2737352 0.0000000 Unknow IGF2R - RPL23 0.0000000 0.0000000 1
RPL23 1.0000000 1.5056187 1.5847658 0.0000000 Unknow IGF2R - RPL23 0.0000000 0.0000000 1
CHODL 0.1111111 1.4231959 4.5744283 0.0000002 Unknow IGF2R - RPL23 0.0000531 0.0000079 1
CTDSP1 0.1111111 1.4059531 4.7219837 0.0000000 Unknow IGF2R - RPL23 0.0000025 0.0000006 1
CLASRP 0.1111111 1.3349078 4.4528185 0.0000002 Unknow IGF2R - RPL23 0.0000551 0.0000079 1
RRAGC 0.1111111 1.3309503 4.4490805 0.0000002 Unknow IGF2R - RPL23 0.0000551 0.0000079 1
CYFIP1 0.1111111 1.2664714 4.2246909 0.0000015 Unknow IGF2R - RPL23 0.0005354 0.0000475 1
INTS6-AS1 0.1111111 1.2545812 4.2063102 0.0000016 Unknow IGF2R - RPL23 0.0005526 0.0000475 1
SMIM4 0.1111111 1.2395362 4.1796745 0.0000015 Unknow IGF2R - RPL23 0.0005354 0.0000475 1
PLD5.var1 0.1111111 1.2195490 4.1511576 0.0000016 Unknow IGF2R - RPL23 0.0005702 0.0000475 1
TMEM200A 0.1666667 1.1873917 3.5464603 0.0000008 Unknow IGF2R - RPL23 0.0002762 0.0000345 1
ENSG00000258932 0.1666667 1.1394349 3.2928323 0.0000183 Unknow IGF2R - RPL23 0.0063441 0.0003732 1
CCDC167 0.1111111 1.1357311 3.9169814 0.0000083 Unknow IGF2R - RPL23 0.0028893 0.0002064 1
ENSG00000257407 0.1111111 1.1018240 3.8626543 0.0000083 Unknow IGF2R - RPL23 0.0028893 0.0002064 1
TMEM260 0.1111111 1.0922962 3.8542541 0.0000096 Unknow IGF2R - RPL23 0.0033144 0.0002210 1
FBXL17.var1 0.1111111 1.0914018 3.7543816 0.0000319 Unknow IGF2R - RPL23 0.0110564 0.0005341 1
PRKD3 0.1666667 1.0815863 3.1713999 0.0000288 Unknow IGF2R - RPL23 0.0099909 0.0005341 1
BSDC1 0.1111111 1.0775150 3.7363717 0.0000339 Unknow IGF2R - RPL23 0.0117506 0.0005341 1
BRINP1 0.1111111 1.0649478 3.7178658 0.0000335 Unknow IGF2R - RPL23 0.0116086 0.0005341 1
NIPA2 0.1111111 1.0645581 3.6330700 0.0000937 Unknow IGF2R - RPL23 0.0325129 0.0013547 1
TUBD1 0.1111111 1.0539460 3.7898611 0.0000104 Unknow IGF2R - RPL23 0.0035976 0.0002248 1
RPS3AP26 0.2222222 1.0355104 2.7351444 0.0000333 Unknow IGF2R - RPL23 0.0115562 0.0005341 1
C5orf24 0.1666667 0.9846095 2.9325053 0.0001607 Unknow IGF2R - RPL23 0.0557475 0.0021441 1
ARHGAP26 0.1666667 0.9819416 2.9943769 0.0000669 Unknow IGF2R - RPL23 0.0231990 0.0010087 1
AFG1L 0.1176471 1.8194388 5.4723104 0.0000000 Unknow IGF2R - TMSB10 0.0000000 0.0000000 1
TMSB10 1.0000000 1.7086362 1.7940339 0.0000000 Unknow IGF2R - TMSB10 0.0000000 0.0000000 1
ING2 0.1176471 1.4356642 4.5636375 0.0000001 Unknow IGF2R - TMSB10 0.0000153 0.0000051 1
LIX1-AS1 0.1176471 1.3501793 4.3087647 0.0000007 Unknow IGF2R - TMSB10 0.0001565 0.0000391 1
PRMT8 0.1176471 1.2500720 4.0603568 0.0000042 Unknow IGF2R - TMSB10 0.0009872 0.0001631 1
RAB30 0.1176471 1.2110604 4.0099233 0.0000043 Unknow IGF2R - TMSB10 0.0010164 0.0001631 1
TUBGCP5 0.1176471 1.2049701 3.9058749 0.0000173 Unknow IGF2R - TMSB10 0.0040553 0.0003687 1
FRG1CP 0.1176471 1.1997271 3.8982756 0.0000168 Unknow IGF2R - TMSB10 0.0039518 0.0003687 1
COG7 0.1176471 1.1742831 3.8585778 0.0000168 Unknow IGF2R - TMSB10 0.0039518 0.0003687 1
IMP3 0.1176471 1.1553695 3.9265815 0.0000049 Unknow IGF2R - TMSB10 0.0011417 0.0001631 1
GTF2F1 0.2352941 1.1287391 2.8677913 0.0000095 Unknow IGF2R - TMSB10 0.0022318 0.0002790 1
PCBP2P2 0.1176471 0.9918877 3.3690635 0.0002925 Unknow IGF2R - TMSB10 0.0687316 0.0046670 1
DDX3Y 0.1176471 0.9709689 3.3346058 0.0002925 Unknow IGF2R - TMSB10 0.0687316 0.0046670 1
CHD8 0.1176471 0.9465919 3.3027446 0.0003098 Unknow IGF2R - TMSB10 0.0728041 0.0046670 1
RPRD1B 0.1176471 0.9436782 3.2956135 0.0003158 Unknow IGF2R - TMSB10 0.0742111 0.0046670 1
MAPRE2 0.1176471 0.9372120 3.2865506 0.0003281 Unknow IGF2R - TMSB10 0.0771018 0.0046670 1
MLLT11 0.1764706 0.9301140 2.7302712 0.0004413 Unknow IGF2R - TMSB10 0.1037104 0.0057617 1
RYBP 0.1176471 0.9249382 3.2656507 0.0003376 Unknow IGF2R - TMSB10 0.0793384 0.0046670 1
VRTN 0.1176471 0.8942539 3.1547465 0.0006104 Unknow IGF2R - TMSB10 0.1434438 0.0072995 1
EXOSC8 0.1176471 0.8834842 3.0407817 0.0017109 Unknow IGF2R - TMSB10 0.4020528 0.0161833 1
ENSG00000234810 0.1176471 0.8687382 3.1174130 0.0006212 Unknow IGF2R - TMSB10 0.1459893 0.0072995 1
AKAP7 0.1176471 0.8651037 3.0556779 0.0010250 Unknow IGF2R - TMSB10 0.2408717 0.0109487 1
FTLP3 0.1764706 0.8638470 2.5784373 0.0007771 Unknow IGF2R - TMSB10 0.1826222 0.0086963 1
PTPRN2.var1 0.1176471 0.8471784 2.9354781 0.0026079 Unknow IGF2R - TMSB10 0.6128640 0.0206294 1
CDYL 0.1176471 0.8318614 2.9540263 0.0017905 Unknow IGF2R - TMSB10 0.4207655 0.0161833 1
FOXP4-AS1 0.1111111 2.3845089 7.7167550 0.0000000 Unknow RPL23 - INO80D 0.0000000 0.0000000 0
SIAH3 0.1111111 2.3844915 7.5984302 0.0000000 Unknow RPL23 - INO80D 0.0000000 0.0000000 0
ADPRHL1 0.1111111 2.3669995 7.7518409 0.0000000 Unknow RPL23 - INO80D 0.0000000 0.0000000 0
MRPL55 0.1666667 1.8890678 5.1736968 0.0000000 Unknow RPL23 - INO80D 0.0000000 0.0000000 0
PCDH19 0.1111111 1.8214281 5.8572992 0.0000000 Unknow RPL23 - INO80D 0.0000000 0.0000000 0
ENSG00000278730 0.1111111 1.7770060 5.7894377 0.0000000 Unknow RPL23 - INO80D 0.0000000 0.0000000 0
PIP5K1B 0.1111111 1.7163627 5.3873739 0.0000000 Unknow RPL23 - INO80D 0.0000000 0.0000000 0
INO80D 1.0000000 1.6812577 1.8081336 0.0000000 Unknow RPL23 - INO80D 0.0000000 0.0000000 0
IHO1 0.1111111 1.6089265 5.2309878 0.0000000 Unknow RPL23 - INO80D 0.0000001 0.0000000 0
DDX19A 0.1111111 1.5928996 5.1794764 0.0000000 Unknow RPL23 - INO80D 0.0000001 0.0000000 0
PIN1 0.1111111 1.5909428 5.2050168 0.0000000 Unknow RPL23 - INO80D 0.0000001 0.0000000 0
COQ6 0.1111111 1.5293190 5.1095383 0.0000000 Unknow RPL23 - INO80D 0.0000001 0.0000000 0
RETREG3 0.1666667 1.4959804 4.2122764 0.0000000 Unknow RPL23 - INO80D 0.0000012 0.0000001 0
GRWD1 0.1111111 1.4923170 5.0587151 0.0000000 Unknow RPL23 - INO80D 0.0000001 0.0000000 0
MARK4 0.1111111 1.4606481 4.7969703 0.0000000 Unknow RPL23 - INO80D 0.0000057 0.0000003 0
ASXL2 0.1666667 1.4426193 4.1538773 0.0000000 Unknow RPL23 - INO80D 0.0000014 0.0000001 0
USF2 0.1111111 1.4289911 4.7450699 0.0000000 Unknow RPL23 - INO80D 0.0000057 0.0000003 0
PDE7A 0.1111111 1.4021371 4.7130968 0.0000000 Unknow RPL23 - INO80D 0.0000057 0.0000003 0
SMIM35 0.1111111 1.3991956 4.7061855 0.0000000 Unknow RPL23 - INO80D 0.0000063 0.0000003 0
RPN2 0.2222222 1.3986712 3.5624848 0.0000000 Unknow RPL23 - INO80D 0.0000107 0.0000004 0
EFTUD2 0.1111111 1.3980949 4.6951304 0.0000000 Unknow RPL23 - INO80D 0.0000060 0.0000003 0
CTDSP2 0.1111111 1.3808911 4.6723039 0.0000000 Unknow RPL23 - INO80D 0.0000060 0.0000003 0
C6orf62 0.1666667 1.3757923 4.0663718 0.0000000 Unknow RPL23 - INO80D 0.0000015 0.0000001 0
FAM111B 0.1111111 1.3724989 4.6683793 0.0000000 Unknow RPL23 - INO80D 0.0000063 0.0000003 0
TMEM74.var1 0.1111111 1.3445003 4.4672958 0.0000002 Unknow RPL23 - INO80D 0.0001403 0.0000044 0


8.4 Heatmap of cell subtypes - log(CPM + 1)

8.5 Heatmap of cell subtypes - scale(log(CPM + 1))




9 Disclaimer

The analysis was performed through the non-profit and open-source pipeline JSEQ_scRNAseq. Remember, in silico analysis must be validated in vitro or in vivo. For more information, visit GitHub or contact us. JSEQ_scRNAseq was created at the Institute of Bioorganic Chemistry, Polish Academy of Sciences.